Dataset info
| Number of variables | 33 |
|---|---|
| Number of observations | 5000 |
| Missing cells | 2 (< 0.1%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 1.3 MiB |
| Average record size in memory | 264.0 B |
Variables types
| Numeric | 19 |
|---|---|
| Categorical | 3 |
| Boolean | 10 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 0 |
| Rejected | 1 |
| Unsupported | 0 |
Warnings
card2spent has 179 (3.6%) zeros | Zeros |
cardtenurecat is highly correlated with card2tenurecat (ρ = 0.9243052909) | Rejected |
active
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 2670 | 53.4% | |
| 1 | 2330 | 46.6% |
agecat
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4.2388 |
|---|---|
| Minimum | 2 |
| Maximum | 6 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| Median | 4 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 4 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.308784605 |
|---|---|
| Coef of variation | 0.3087630002 |
| Kurtosis | -1.062540962 |
| Mean | 4.2388 |
| MAD | 1.11623824 |
| Skewness | -0.2082156666 |
| Sum | 21194 |
| Variance | 1.712917143 |
| Memory size | 39.2 KiB |
Histogram with fixed size bins (bins=5)
Histogram with variable size bins (bins=[2. 2.5 3.5 5.5 6. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 4 | 1222 | 24.4% | |
| 5 | 1195 | 23.9% | |
| 6 | 1068 | 21.4% | |
| 3 | 893 | 17.9% | |
| 2 | 622 | 12.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2 | 622 | 12.4% | |
| 3 | 893 | 17.9% | |
| 4 | 1222 | 24.4% | |
| 5 | 1195 | 23.9% | |
| 6 | 1068 | 21.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 1068 | 21.4% | |
| 5 | 1195 | 23.9% | |
| 4 | 1222 | 24.4% | |
| 3 | 893 | 17.9% | |
| 2 | 622 | 12.4% |
card
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.7142 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 3 |
| Q3 | 4 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.184904705 |
|---|---|
| Coef of variation | 0.4365576247 |
| Kurtosis | -1.111220712 |
| Mean | 2.7142 |
| MAD | 1.03232344 |
| Skewness | 0.01533298718 |
| Sum | 13571 |
| Variance | 1.40399916 |
| Memory size | 39.2 KiB |
Histogram with fixed size bins (bins=5)
Histogram with variable size bins (bins=[1. 1.5 3.5 4.5 5. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 4 | 1344 | 26.9% | |
| 2 | 1247 | 24.9% | |
| 3 | 1200 | 24.0% | |
| 1 | 986 | 19.7% | |
| 5 | 223 | 4.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 986 | 19.7% | |
| 2 | 1247 | 24.9% | |
| 3 | 1200 | 24.0% | |
| 4 | 1344 | 26.9% | |
| 5 | 223 | 4.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 223 | 4.5% | |
| 4 | 1344 | 26.9% | |
| 3 | 1200 | 24.0% | |
| 2 | 1247 | 24.9% | |
| 1 | 986 | 19.7% |
card2
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.7744 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.173447926 |
|---|---|
| Coef of variation | 0.4229555675 |
| Kurtosis | -0.9179101004 |
| Mean | 2.7744 |
| MAD | 0.9913888 |
| Skewness | 0.08473611575 |
| Sum | 13872 |
| Variance | 1.376980036 |
| Memory size | 39.2 KiB |
Histogram with fixed size bins (bins=5)
Histogram with variable size bins (bins=[1. 1.5 3.5 4.5 5. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 3 | 1384 | 27.7% | |
| 2 | 1301 | 26.0% | |
| 4 | 1141 | 22.8% | |
| 1 | 829 | 16.6% | |
| 5 | 345 | 6.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 829 | 16.6% | |
| 2 | 1301 | 26.0% | |
| 3 | 1384 | 27.7% | |
| 4 | 1141 | 22.8% | |
| 5 | 345 | 6.9% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 345 | 6.9% | |
| 4 | 1141 | 22.8% | |
| 3 | 1384 | 27.7% | |
| 2 | 1301 | 26.0% | |
| 1 | 829 | 16.6% |
card2fee
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 4064 | 81.3% | |
| 1 | 936 | 18.7% |
card2spent
Numeric
| Distinct count | 4477 |
|---|---|
| Unique (%) | 89.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 160.87611 |
|---|---|
| Minimum | 0 |
| Maximum | 2069.25 |
| Zeros (%) | 3.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 14.8195 |
| Q1 | 66.9675 |
| Median | 125.34 |
| Q3 | 208.31 |
| 95-th percentile | 419.447 |
| Maximum | 2069.25 |
| Range | 2069.25 |
| Interquartile range | 141.3425 |
Descriptive statistics
| Standard deviation | 146.2927708 |
|---|---|
| Coef of variation | 0.9093504981 |
| Kurtosis | 15.73624878 |
| Mean | 160.87611 |
| MAD | 100.4445355 |
| Skewness | 2.801163009 |
| Sum | 804380.55 |
| Variance | 21401.57478 |
| Memory size | 39.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0. 3.05 6.32 11.83 50.2 ... 495.305 637.99 799.44 1296.065 2069.25 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 179 | 3.6% | |
| 63.69 | 3 | 0.1% | |
| 92.92 | 3 | 0.1% | |
| 175.75 | 3 | 0.1% | |
| 97.87 | 3 | 0.1% | |
| 112.88 | 3 | 0.1% | |
| 128.54 | 3 | 0.1% | |
| 159.1 | 3 | 0.1% | |
| 38.41 | 3 | 0.1% | |
| 128.35 | 3 | 0.1% | |
| Other values (4467) | 4794 | 95.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 179 | 3.6% | |
| 6.1 | 1 | < 0.1% | |
| 6.54 | 1 | < 0.1% | |
| 6.86 | 1 | < 0.1% | |
| 7.14 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2069.25 | 1 | < 0.1% | |
| 1611.35 | 1 | < 0.1% | |
| 1309.37 | 1 | < 0.1% | |
| 1282.76 | 1 | < 0.1% | |
| 1277.68 | 1 | < 0.1% |
card2tenurecat
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.5714 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 1.363845319 |
|---|---|
| Coef of variation | 0.3818797444 |
| Kurtosis | -1.247495334 |
| Mean | 3.5714 |
| MAD | 1.22917352 |
| Skewness | -0.3681815234 |
| Sum | 17857 |
| Variance | 1.860074055 |
| Memory size | 39.2 KiB |
Histogram with fixed size bins (bins=5)
Histogram with variable size bins (bins=[1. 1.5 3.5 4.5 5. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 5 | 1923 | 38.5% | |
| 2 | 1019 | 20.4% | |
| 3 | 933 | 18.7% | |
| 4 | 760 | 15.2% | |
| 1 | 365 | 7.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 365 | 7.3% | |
| 2 | 1019 | 20.4% | |
| 3 | 933 | 18.7% | |
| 4 | 760 | 15.2% | |
| 5 | 1923 | 38.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 1923 | 38.5% | |
| 4 | 760 | 15.2% | |
| 3 | 933 | 18.7% | |
| 2 | 1019 | 20.4% | |
| 1 | 365 | 7.3% |
card2type
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 4 | |
|---|---|
| 3 | |
| 2 |
| Value | Count | Frequency (%) | |
| 4 | 1319 | 26.4% | |
| 3 | 1257 | 25.1% | |
| 2 | 1235 | 24.7% | |
| 1 | 1189 | 23.8% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
cardfee
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 4051 | 81.0% | |
| 1 | 949 | 19.0% |
cardspent
Numeric
| Distinct count | 4760 |
|---|---|
| Unique (%) | 95.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 337.20252 |
|---|---|
| Minimum | 0 |
| Maximum | 3926.41 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 91.3045 |
| Q1 | 183.3775 |
| Median | 276.36 |
| Q3 | 418.5375 |
| 95-th percentile | 782.3155 |
| Maximum | 3926.41 |
| Range | 3926.41 |
| Interquartile range | 235.16 |
Descriptive statistics
| Standard deviation | 245.1450683 |
|---|---|
| Coef of variation | 0.7269965488 |
| Kurtosis | 21.43959666 |
| Mean | 337.20252 |
| MAD | 167.7864159 |
| Skewness | 3.051236651 |
| Sum | 1686012.6 |
| Variance | 60096.10451 |
| Memory size | 39.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0. 50.285 108.415 306.005 378.11 ... 894.465 1134.495 1340.075 1939.025 3926.41 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 7 | 0.1% | |
| 186.91 | 4 | 0.1% | |
| 245.84 | 3 | 0.1% | |
| 321.19 | 3 | 0.1% | |
| 231.14 | 3 | 0.1% | |
| 202.31 | 3 | 0.1% | |
| 237.16 | 3 | 0.1% | |
| 412.99 | 3 | 0.1% | |
| 122.54 | 3 | 0.1% | |
| 249 | 3 | 0.1% | |
| Other values (4750) | 4965 | 99.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 7 | 0.1% | |
| 6.97 | 1 | < 0.1% | |
| 7.34 | 1 | < 0.1% | |
| 7.53 | 1 | < 0.1% | |
| 8.11 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3926.41 | 1 | < 0.1% | |
| 3104.63 | 1 | < 0.1% | |
| 2969.39 | 1 | < 0.1% | |
| 2503.25 | 1 | < 0.1% | |
| 2461.03 | 1 | < 0.1% |
cardtenurecat
Highly correlated
This variable is highly correlated with card2tenurecat and should be ignored for analysis
| Correlation | 0.9243052909 |
|---|
cardtype
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 4 | |
|---|---|
| 3 | |
| 1 |
| Value | Count | Frequency (%) | |
| 4 | 1260 | 25.2% | |
| 3 | 1257 | 25.1% | |
| 1 | 1242 | 24.8% | |
| 2 | 1241 | 24.8% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
carown
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 0 | |
| -1 | 497 |
| Value | Count | Frequency (%) | |
| 1 | 3704 | 74.1% | |
| 0 | 799 | 16.0% | |
| -1 | 497 | 9.9% |
| Max length | 2 |
|---|---|
| Mean length | 1.0994 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
churn
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 3734 | 74.7% | |
| 1 | 1266 | 25.3% |
commutecat
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.9734 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 1 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.258971581 |
|---|---|
| Coef of variation | 0.6379708022 |
| Kurtosis | -0.7879110342 |
| Mean | 1.9734 |
| MAD | 1.1310908 |
| Skewness | 0.8190792752 |
| Sum | 9867 |
| Variance | 1.585009442 |
| Memory size | 39.2 KiB |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) | |
| 1 | 2905 | 58.1% | |
| 3 | 981 | 19.6% | |
| 4 | 666 | 13.3% | |
| 2 | 295 | 5.9% | |
| 5 | 153 | 3.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 2905 | 58.1% | |
| 2 | 295 | 5.9% | |
| 3 | 981 | 19.6% | |
| 4 | 666 | 13.3% | |
| 5 | 153 | 3.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 153 | 3.1% | |
| 4 | 666 | 13.3% | |
| 3 | 981 | 19.6% | |
| 2 | 295 | 5.9% | |
| 1 | 2905 | 58.1% |
creddebt
Numeric
| Distinct count | 4950 |
|---|---|
| Unique (%) | 99.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.857325646 |
|---|---|
| Minimum | 0 |
| Maximum | 109.072596 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.101088 |
| Q1 | 0.3855195 |
| Median | 0.926437 |
| Q3 | 2.06382 |
| 95-th percentile | 6.3730104 |
| Maximum | 109.072596 |
| Range | 109.072596 |
| Interquartile range | 1.6783005 |
Descriptive statistics
| Standard deviation | 3.41573197 |
|---|---|
| Coef of variation | 1.839059283 |
| Kurtosis | 248.5334273 |
| Mean | 1.857325646 |
| MAD | 1.669040643 |
| Skewness | 11.12004134 |
| Sum | 9286.628229 |
| Variance | 11.66722489 |
| Memory size | 39.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.00000000e+00 2.96480000e-02 4.81550000e-01 8.24674500e-01 1.10591150e+00 ... 6.10431900e+00 9.96463000e+00 1.69811400e+01 3.49856660e+01 1.09072596e+02], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.272 | 2 | < 0.1% | |
| 0.235872 | 2 | < 0.1% | |
| 0.17172 | 2 | < 0.1% | |
| 0.316008 | 2 | < 0.1% | |
| 1.6744 | 2 | < 0.1% | |
| 1.254 | 2 | < 0.1% | |
| 0.658368 | 2 | < 0.1% | |
| 0.129778 | 2 | < 0.1% | |
| 0.49842 | 2 | < 0.1% | |
| 0.66528 | 2 | < 0.1% | |
| Other values (4940) | 4980 | 99.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 0.001364 | 1 | < 0.1% | |
| 0.00341 | 1 | < 0.1% | |
| 0.00494 | 1 | < 0.1% | |
| 0.006344 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 109.072596 | 1 | < 0.1% | |
| 67.49085 | 1 | < 0.1% | |
| 48.704524 | 1 | < 0.1% | |
| 44.24556 | 1 | < 0.1% | |
| 42.0985 | 1 | < 0.1% |
debtinc
Numeric
| Distinct count | 325 |
|---|---|
| Unique (%) | 6.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 9.95416 |
|---|---|
| Minimum | 0 |
| Maximum | 43.1 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.9 |
| Q1 | 5.1 |
| Median | 8.8 |
| Q3 | 13.6 |
| 95-th percentile | 22.2 |
| Maximum | 43.1 |
| Range | 43.1 |
| Interquartile range | 8.5 |
Descriptive statistics
| Standard deviation | 6.399783288 |
|---|---|
| Coef of variation | 0.6429254993 |
| Kurtosis | 1.37645844 |
| Mean | 9.95416 |
| MAD | 5.021084064 |
| Skewness | 1.061933558 |
| Sum | 49770.8 |
| Variance | 40.95722614 |
| Memory size | 39.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0. 0.45 1.05 1.95 4.05 ... 22.15 24.85 29.35 37.85 43.1 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 7 | 48 | 1.0% | |
| 6.9 | 46 | 0.9% | |
| 4.1 | 46 | 0.9% | |
| 5.4 | 45 | 0.9% | |
| 4.4 | 42 | 0.8% | |
| 6.6 | 42 | 0.8% | |
| 7.3 | 41 | 0.8% | |
| 5.9 | 39 | 0.8% | |
| 11.3 | 39 | 0.8% | |
| 5.5 | 38 | 0.8% | |
| Other values (315) | 4574 | 91.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 0.1 | 6 | 0.1% | |
| 0.2 | 2 | < 0.1% | |
| 0.3 | 5 | 0.1% | |
| 0.4 | 6 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 43.1 | 1 | < 0.1% | |
| 41.7 | 1 | < 0.1% | |
| 41 | 1 | < 0.1% | |
| 40.7 | 1 | < 0.1% | |
| 38.2 | 1 | < 0.1% |
default
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 3829 | 76.6% | |
| 1 | 1171 | 23.4% |
edcat
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.672 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 2 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.211738281 |
|---|---|
| Coef of variation | 0.4534948657 |
| Kurtosis | -0.9972867043 |
| Mean | 2.672 |
| MAD | 1.0538944 |
| Skewness | 0.2482455737 |
| Sum | 13360 |
| Variance | 1.468309662 |
| Memory size | 39.2 KiB |
Histogram with fixed size bins (bins=5)
Histogram with variable size bins (bins=[1. 1.5 2.5 4.5 5. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2 | 1567 | 31.3% | |
| 4 | 1111 | 22.2% | |
| 3 | 1022 | 20.4% | |
| 1 | 946 | 18.9% | |
| 5 | 354 | 7.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 946 | 18.9% | |
| 2 | 1567 | 31.3% | |
| 3 | 1022 | 20.4% | |
| 4 | 1111 | 22.2% | |
| 5 | 354 | 7.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 354 | 7.1% | |
| 4 | 1111 | 22.2% | |
| 3 | 1022 | 20.4% | |
| 2 | 1567 | 31.3% | |
| 1 | 946 | 18.9% |
empcat
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.9326 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.453299575 |
|---|---|
| Coef of variation | 0.4955669288 |
| Kurtosis | -1.335449666 |
| Mean | 2.9326 |
| MAD | 1.25033312 |
| Skewness | 0.1513485346 |
| Sum | 14663 |
| Variance | 2.112079656 |
| Memory size | 39.2 KiB |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) | |
| 2 | 1180 | 23.6% | |
| 5 | 1135 | 22.7% | |
| 1 | 1048 | 21.0% | |
| 3 | 968 | 19.4% | |
| 4 | 669 | 13.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1048 | 21.0% | |
| 2 | 1180 | 23.6% | |
| 3 | 968 | 19.4% | |
| 4 | 669 | 13.4% | |
| 5 | 1135 | 22.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 1135 | 22.7% | |
| 4 | 669 | 13.4% | |
| 3 | 968 | 19.4% | |
| 2 | 1180 | 23.6% | |
| 1 | 1048 | 21.0% |
homeown
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 3148 | 63.0% | |
| 0 | 1852 | 37.0% |
income
Numeric
| Distinct count | 266 |
|---|---|
| Unique (%) | 5.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 54.7596 |
|---|---|
| Minimum | 9 |
| Maximum | 1073 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 24 |
| Median | 38 |
| Q3 | 67 |
| 95-th percentile | 147 |
| Maximum | 1073 |
| Range | 1064 |
| Interquartile range | 43 |
Descriptive statistics
| Standard deviation | 55.37751115 |
|---|---|
| Coef of variation | 1.01128407 |
| Kurtosis | 57.07703653 |
| Mean | 54.7596 |
| MAD | 34.06261792 |
| Skewness | 5.179216362 |
| Sum | 273798 |
| Variance | 3066.668742 |
| Memory size | 39.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 9. 9.5 14.5 35.5 46.5 ... 150.5 198. 302. 430.5 1073. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 22 | 112 | 2.2% | |
| 29 | 109 | 2.2% | |
| 25 | 108 | 2.2% | |
| 20 | 102 | 2.0% | |
| 30 | 102 | 2.0% | |
| 18 | 100 | 2.0% | |
| 23 | 100 | 2.0% | |
| 24 | 99 | 2.0% | |
| 32 | 93 | 1.9% | |
| 16 | 91 | 1.8% | |
| Other values (256) | 3984 | 79.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 9 | 83 | 1.7% | |
| 10 | 55 | 1.1% | |
| 11 | 57 | 1.1% | |
| 12 | 52 | 1.0% | |
| 13 | 56 | 1.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1073 | 1 | < 0.1% | |
| 995 | 1 | < 0.1% | |
| 780 | 1 | < 0.1% | |
| 642 | 1 | < 0.1% | |
| 575 | 1 | < 0.1% |
jobcat
Numeric
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.7528 |
|---|---|
| Minimum | 1 |
| Maximum | 6 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 1.737899945 |
|---|---|
| Coef of variation | 0.631320817 |
| Kurtosis | -0.7587698514 |
| Mean | 2.7528 |
| MAD | 1.46699136 |
| Skewness | 0.7980652472 |
| Sum | 13764 |
| Variance | 3.020296219 |
| Memory size | 39.2 KiB |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 2 | 1640 | 32.8% | |
| 1 | 1388 | 27.8% | |
| 6 | 688 | 13.8% | |
| 3 | 620 | 12.4% | |
| 5 | 452 | 9.0% | |
| 4 | 212 | 4.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1388 | 27.8% | |
| 2 | 1640 | 32.8% | |
| 3 | 620 | 12.4% | |
| 4 | 212 | 4.2% | |
| 5 | 452 | 9.0% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 688 | 13.8% | |
| 5 | 452 | 9.0% | |
| 4 | 212 | 4.2% | |
| 3 | 620 | 12.4% | |
| 2 | 1640 | 32.8% |
jobsat
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.9642 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.37945603 |
|---|---|
| Coef of variation | 0.4653721174 |
| Kurtosis | -1.236731377 |
| Mean | 2.9642 |
| MAD | 1.16367408 |
| Skewness | 0.02675024957 |
| Sum | 14821 |
| Variance | 1.90289894 |
| Memory size | 39.2 KiB |
Histogram with fixed size bins (bins=5)
Histogram with variable size bins (bins=[1. 1.5 4.5 5. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 3 | 1085 | 21.7% | |
| 2 | 1031 | 20.6% | |
| 4 | 1016 | 20.3% | |
| 1 | 975 | 19.5% | |
| 5 | 893 | 17.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 975 | 19.5% | |
| 2 | 1031 | 20.6% | |
| 3 | 1085 | 21.7% | |
| 4 | 1016 | 20.3% | |
| 5 | 893 | 17.9% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 893 | 17.9% | |
| 4 | 1016 | 20.3% | |
| 3 | 1085 | 21.7% | |
| 2 | 1031 | 20.6% | |
| 1 | 975 | 19.5% |
marital
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 2599 | 52.0% | |
| 1 | 2401 | 48.0% |
othdebt
Numeric
| Distinct count | 4973 |
|---|---|
| Unique (%) | 99.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.654460154 |
|---|---|
| Minimum | 0 |
| Maximum | 141.45915 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.2876923 |
| Q1 | 0.9803015 |
| Median | 2.09854 |
| Q3 | 4.31478 |
| 95-th percentile | 11.8159808 |
| Maximum | 141.45915 |
| Range | 141.45915 |
| Interquartile range | 3.3344785 |
Descriptive statistics
| Standard deviation | 5.395171563 |
|---|---|
| Coef of variation | 1.476325185 |
| Kurtosis | 125.1452338 |
| Mean | 3.654460154 |
| MAD | 2.972029644 |
| Skewness | 7.589924316 |
| Sum | 18272.30077 |
| Variance | 29.10787619 |
| Memory size | 39.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.00000000e+00 7.60125000e-02 1.75221000e-01 1.38867750e+00 1.85111200e+00 ... 1.71072630e+01 2.45548980e+01 3.69997685e+01 6.34190460e+01 1.41459150e+02], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1.112832 | 3 | 0.1% | |
| 4.6926 | 2 | < 0.1% | |
| 4.45536 | 2 | < 0.1% | |
| 1.218048 | 2 | < 0.1% | |
| 1.131624 | 2 | < 0.1% | |
| 0.18144 | 2 | < 0.1% | |
| 0.531696 | 2 | < 0.1% | |
| 2.86416 | 2 | < 0.1% | |
| 0.355368 | 2 | < 0.1% | |
| 2.280096 | 2 | < 0.1% | |
| Other values (4963) | 4979 | 99.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 0.016704 | 1 | < 0.1% | |
| 0.020636 | 1 | < 0.1% | |
| 0.02121 | 1 | < 0.1% | |
| 0.022406 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 141.45915 | 1 | < 0.1% | |
| 102.308404 | 1 | < 0.1% | |
| 66.9279 | 1 | < 0.1% | |
| 59.910192 | 1 | < 0.1% | |
| 59.37624 | 1 | < 0.1% |
polparty
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 3093 | 61.9% | |
| 1 | 1907 | 38.1% |
reason
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 7.6368 |
|---|---|
| Minimum | 1 |
| Maximum | 9 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| Median | 9 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 2.8500018 |
|---|---|
| Coef of variation | 0.3731931962 |
| Kurtosis | 0.8480470924 |
| Mean | 7.6368 |
| MAD | 2.20947456 |
| Skewness | -1.658556525 |
| Sum | 38184 |
| Variance | 8.122510262 |
| Memory size | 39.2 KiB |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) | |
| 9 | 4052 | 81.0% | |
| 1 | 447 | 8.9% | |
| 2 | 339 | 6.8% | |
| 4 | 105 | 2.1% | |
| 3 | 57 | 1.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 447 | 8.9% | |
| 2 | 339 | 6.8% | |
| 3 | 57 | 1.1% | |
| 4 | 105 | 2.1% | |
| 9 | 4052 | 81.0% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9 | 4052 | 81.0% | |
| 4 | 105 | 2.1% | |
| 3 | 57 | 1.1% | |
| 2 | 339 | 6.8% | |
| 1 | 447 | 8.9% |
reside
Numeric
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.204 |
|---|---|
| Minimum | 1 |
| Maximum | 9 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.393977272 |
|---|---|
| Coef of variation | 0.6324760762 |
| Kurtosis | 1.007473573 |
| Mean | 2.204 |
| MAD | 1.0997632 |
| Skewness | 1.228809422 |
| Sum | 11020 |
| Variance | 1.943172635 |
| Memory size | 39.2 KiB |
Histogram with fixed size bins (bins=9)
Histogram with variable size bins (bins=[1. 1.5 2.5 4.5 5.5 6.5 7.5 9. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1 | 2035 | 40.7% | |
| 2 | 1467 | 29.3% | |
| 3 | 552 | 11.0% | |
| 4 | 521 | 10.4% | |
| 5 | 288 | 5.8% | |
| 6 | 99 | 2.0% | |
| 7 | 29 | 0.6% | |
| 8 | 7 | 0.1% | |
| 9 | 2 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 2035 | 40.7% | |
| 2 | 1467 | 29.3% | |
| 3 | 552 | 11.0% | |
| 4 | 521 | 10.4% | |
| 5 | 288 | 5.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9 | 2 | < 0.1% | |
| 8 | 7 | 0.1% | |
| 7 | 29 | 0.6% | |
| 6 | 99 | 2.0% | |
| 5 | 288 | 5.8% |
retire
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 738 |
| Value | Count | Frequency (%) | |
| 0 | 4262 | 85.2% | |
| 1 | 738 | 14.8% |
tenure
Numeric
| Distinct count | 73 |
|---|---|
| Unique (%) | 1.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 38.2048 |
|---|---|
| Minimum | 0 |
| Maximum | 72 |
| Zeros (%) | 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 18 |
| Median | 38 |
| Q3 | 59 |
| 95-th percentile | 72 |
| Maximum | 72 |
| Range | 72 |
| Interquartile range | 41 |
Descriptive statistics
| Standard deviation | 22.66188803 |
|---|---|
| Coef of variation | 0.5931686079 |
| Kurtosis | -1.330461631 |
| Mean | 38.2048 |
| MAD | 19.91419264 |
| Skewness | -0.03634538348 |
| Sum | 191024 |
| Variance | 513.5611692 |
| Memory size | 39.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0. 0.5 11.5 59.5 68.5 70.5 71.5 72. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 72 | 251 | 5.0% | |
| 71 | 147 | 2.9% | |
| 70 | 98 | 2.0% | |
| 5 | 94 | 1.9% | |
| 69 | 94 | 1.9% | |
| 9 | 88 | 1.8% | |
| 7 | 87 | 1.7% | |
| 2 | 81 | 1.6% | |
| 64 | 79 | 1.6% | |
| 68 | 79 | 1.6% | |
| Other values (63) | 3902 | 78.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 3 | 0.1% | |
| 1 | 72 | 1.4% | |
| 2 | 81 | 1.6% | |
| 3 | 75 | 1.5% | |
| 4 | 71 | 1.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 72 | 251 | 5.0% | |
| 71 | 147 | 2.9% | |
| 70 | 98 | 2.0% | |
| 69 | 94 | 1.9% | |
| 68 | 79 | 1.6% |
townsize
Numeric
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | < 0.1% |
| Missing (n) | 2 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.68727491 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 1.425924996 |
|---|---|
| Coef of variation | 0.5306211846 |
| Kurtosis | -1.262774145 |
| Mean | 2.68727491 |
| MAD | 1.257779462 |
| Skewness | 0.2766152794 |
| Sum | 13431 |
| Variance | 2.033262094 |
| Memory size | 39.2 KiB |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 1 | 1436 | 28.7% | |
| 2 | 1048 | 21.0% | |
| 3 | 907 | 18.1% | |
| 4 | 857 | 17.1% | |
| 5 | 750 | 15.0% | |
| (Missing) | 2 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1436 | 28.7% | |
| 2 | 1048 | 21.0% | |
| 3 | 907 | 18.1% | |
| 4 | 857 | 17.1% | |
| 5 | 750 | 15.0% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 750 | 15.0% | |
| 4 | 857 | 17.1% | |
| 3 | 907 | 18.1% | |
| 2 | 1048 | 21.0% | |
| 1 | 1436 | 28.7% |
union
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 756 |
| Value | Count | Frequency (%) | |
| 0 | 4244 | 84.9% | |
| 1 | 756 | 15.1% |
First rows
| active | agecat | card | card2 | card2fee | card2spent | card2tenurecat | card2type | cardfee | cardspent | cardtenurecat | cardtype | carown | churn | commutecat | creddebt | debtinc | default | edcat | empcat | homeown | income | jobcat | jobsat | marital | othdebt | polparty | reason | reside | retire | tenure | townsize | union | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 2 | 3 | 5 | 0 | 67.80 | 2 | 3 | 0 | 81.66 | 2 | 1 | 1 | 1 | 4 | 1.200909 | 11.1 | 1 | 3 | 1 | 0 | 31 | 1 | 1 | 0 | 2.240091 | 1 | 9 | 3 | 0 | 5 | 2.0 | 1 |
| 1 | 1 | 2 | 2 | 4 | 0 | 34.94 | 2 | 1 | 0 | 42.60 | 2 | 4 | 1 | 0 | 1 | 1.222020 | 18.6 | 1 | 4 | 1 | 1 | 15 | 2 | 1 | 0 | 1.567980 | 1 | 9 | 2 | 0 | 39 | 5.0 | 0 |
| 2 | 0 | 6 | 2 | 4 | 0 | 175.75 | 5 | 1 | 0 | 184.22 | 5 | 1 | 1 | 0 | 3 | 0.928620 | 9.9 | 0 | 2 | 5 | 1 | 35 | 2 | 4 | 1 | 2.536380 | 1 | 2 | 3 | 0 | 65 | 4.0 | 0 |
| 3 | 1 | 2 | 2 | 3 | 0 | 18.42 | 2 | 2 | 0 | 340.99 | 2 | 1 | 1 | 0 | 1 | 0.022800 | 5.7 | 1 | 3 | 1 | 1 | 20 | 2 | 2 | 1 | 1.117200 | 0 | 9 | 5 | 0 | 36 | 3.0 | 0 |
| 4 | 1 | 3 | 4 | 1 | 0 | 252.73 | 3 | 3 | 0 | 255.10 | 3 | 2 | 0 | 0 | 3 | 0.214659 | 1.7 | 0 | 3 | 1 | 0 | 23 | 2 | 1 | 1 | 0.176341 | 0 | 9 | 4 | 0 | 21 | 2.0 | 0 |
| 5 | 0 | 5 | 2 | 3 | 1 | 0.00 | 3 | 3 | 1 | 228.27 | 5 | 4 | -1 | 0 | 4 | 1.060584 | 5.6 | 0 | 4 | 5 | 1 | 107 | 3 | 2 | 0 | 4.931416 | 0 | 9 | 1 | 0 | 28 | 4.0 | 0 |
| 6 | 0 | 5 | 5 | 2 | 0 | 130.14 | 2 | 3 | 1 | 822.32 | 2 | 3 | 1 | 0 | 3 | 0.501809 | 1.9 | 0 | 2 | 3 | 0 | 77 | 1 | 2 | 0 | 0.961191 | 0 | 9 | 1 | 0 | 15 | 5.0 | 0 |
| 7 | 0 | 4 | 1 | 3 | 0 | 712.10 | 5 | 1 | 0 | 592.70 | 5 | 1 | 1 | 0 | 3 | 5.950368 | 14.4 | 0 | 3 | 4 | 1 | 97 | 1 | 5 | 1 | 8.017632 | 0 | 2 | 2 | 0 | 46 | 4.0 | 0 |
| 8 | 1 | 6 | 3 | 2 | 0 | 141.24 | 5 | 4 | 0 | 326.59 | 5 | 4 | 1 | 0 | 3 | 0.102336 | 2.6 | 0 | 2 | 4 | 1 | 16 | 1 | 2 | 0 | 0.313664 | 1 | 9 | 1 | 1 | 53 | 3.0 | 0 |
| 9 | 1 | 4 | 5 | 2 | 0 | 111.17 | 2 | 2 | 0 | 199.64 | 2 | 4 | 1 | 1 | 1 | 1.770216 | 4.1 | 0 | 1 | 5 | 1 | 84 | 6 | 4 | 0 | 1.673784 | 1 | 9 | 2 | 0 | 3 | 2.0 | 0 |
Last rows
| active | agecat | card | card2 | card2fee | card2spent | card2tenurecat | card2type | cardfee | cardspent | cardtenurecat | cardtype | carown | churn | commutecat | creddebt | debtinc | default | edcat | empcat | homeown | income | jobcat | jobsat | marital | othdebt | polparty | reason | reside | retire | tenure | townsize | union | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4990 | 0 | 3 | 1 | 2 | 0 | 146.52 | 1 | 4 | 0 | 440.75 | 2 | 3 | 1 | 0 | 1 | 2.085804 | 9.3 | 1 | 5 | 1 | 1 | 89 | 5 | 1 | 0 | 6.191196 | 0 | 9 | 1 | 0 | 11 | 3.0 | 1 |
| 4991 | 0 | 5 | 3 | 4 | 0 | 26.14 | 3 | 4 | 0 | 285.67 | 4 | 1 | 1 | 1 | 4 | 3.610350 | 14.2 | 0 | 4 | 3 | 1 | 75 | 2 | 1 | 1 | 7.039650 | 0 | 9 | 2 | 0 | 35 | 2.0 | 0 |
| 4992 | 0 | 5 | 1 | 4 | 0 | 244.88 | 5 | 3 | 0 | 888.83 | 5 | 2 | -1 | 0 | 3 | 0.114905 | 0.5 | 0 | 3 | 3 | 1 | 49 | 2 | 3 | 0 | 0.130095 | 0 | 9 | 1 | 0 | 52 | 4.0 | 0 |
| 4993 | 1 | 5 | 4 | 1 | 0 | 114.51 | 4 | 3 | 0 | 227.25 | 5 | 4 | 1 | 0 | 1 | 0.220500 | 2.1 | 0 | 4 | 2 | 1 | 60 | 2 | 4 | 1 | 1.039500 | 0 | 9 | 2 | 0 | 48 | 3.0 | 0 |
| 4994 | 1 | 4 | 3 | 2 | 1 | 7.14 | 2 | 3 | 0 | 430.80 | 2 | 3 | 1 | 0 | 1 | 3.252027 | 11.3 | 1 | 3 | 1 | 0 | 53 | 2 | 2 | 0 | 2.736973 | 0 | 4 | 2 | 0 | 7 | 1.0 | 0 |
| 4995 | 0 | 6 | 1 | 3 | 0 | 553.56 | 5 | 3 | 0 | 872.11 | 5 | 3 | 1 | 0 | 3 | 7.934080 | 8.0 | 0 | 1 | 5 | 1 | 196 | 1 | 1 | 0 | 7.745920 | 0 | 9 | 1 | 0 | 69 | 2.0 | 0 |
| 4996 | 1 | 5 | 3 | 5 | 0 | 155.54 | 4 | 1 | 0 | 210.81 | 4 | 4 | 1 | 0 | 3 | 3.336600 | 15.0 | 1 | 2 | 3 | 1 | 83 | 1 | 5 | 0 | 9.113400 | 0 | 9 | 1 | 0 | 30 | 3.0 | 0 |
| 4997 | 0 | 6 | 1 | 2 | 0 | 643.67 | 5 | 4 | 0 | 884.08 | 5 | 3 | 1 | 0 | 1 | 3.557520 | 10.8 | 0 | 4 | 5 | 1 | 108 | 1 | 3 | 0 | 8.106480 | 0 | 9 | 1 | 0 | 72 | 5.0 | 0 |
| 4998 | 0 | 4 | 3 | 4 | 0 | 371.60 | 4 | 3 | 0 | 381.35 | 5 | 1 | 1 | 0 | 1 | 5.021352 | 10.8 | 1 | 4 | 2 | 1 | 189 | 2 | 4 | 1 | 15.390648 | 1 | 9 | 4 | 0 | 37 | 1.0 | 0 |
| 4999 | 1 | 4 | 3 | 4 | 0 | 138.14 | 3 | 1 | 0 | 269.72 | 5 | 3 | 1 | 1 | 3 | 2.267650 | 6.2 | 0 | 1 | 5 | 1 | 77 | 5 | 4 | 1 | 2.506350 | 1 | 9 | 2 | 0 | 25 | 5.0 | 0 |